Download e-book for iPad: Data Mining in Grid Computing Environments by Werner Dubitzky

By Werner Dubitzky

ISBN-10: 047051258X

ISBN-13: 9780470512586

Established round 11 overseas actual existence case experiences and together with contributions from prime specialists within the box this groundbreaking publication explores the necessity for the grid-enabling of knowledge mining functions and offers a complete learn of the expertise, thoughts and administration abilities essential to create them. This e-book presents a simultaneous layout blueprint, person consultant, and learn time table for present and destiny advancements and may attract a vast viewers; from builders and clients of information mining and grid expertise, to complex undergraduate and postgraduate scholars attracted to this box.

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2 DATA MINING 5 r Design of new data mining systems and architectures to deal with the efficient use of computing resources. Although some effort has been made towards the development of efficient distributed data mining algorithms, the environmental aspects, such as task scheduling and resource management, are critical aspects to the success of distributed data mining. Therefore, the deployment of data mining applications within high-performance and distributed computing infrastructures becomes a challenge for future developments in the field of data mining.

As previously noticed, they are invoked by the high-level services DAS or TAAS (to perform operations on data sets or tools respectively). The publishResource operation is invoked to publish information (metadata) about a resource; the publish operation is made effective by storing their metadata in the local KMR. The searchResource operation is invoked to retrieve a resource on the basis of a given set of criteria represented by a query. An important aspect to be pointed out is that the KDS performs such a searching task both locally, by accessing the local KMR, and remotely, by querying other remote KDSs (that in turn will access their local KMR).

In particular, a data mining grid resource manager should facilitate data-oriented scheduling and parameter sweep applications, and take into account the type of data mining task, technique and method or algorithm (implementation) in its management policies. 2 Mining grid data: analysing grid systems with data mining techniques Grid technology provides high availability of resources and services, making it possible to deal with new and more complex problems. But it is also known that a grid is a very heterogeneous and decentralized environment.

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Data Mining in Grid Computing Environments by Werner Dubitzky

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